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Sign-Language-Recognition

This repo contains the code for sign-language-recognition as part of our final year project.

Dataset Link For INCLUDE 50:Sign Language Dataset

Video Explanation Video

Dependencies

Install the dependencies through the following command

>> pip install -r requirements.txt

Steps

  • Download the INCLUDE dataset
  • Run generate_keypoints.py to save keypoints from Mediapipe Hands and Blazepose for train, validation and test videos.
>> python generate_keypoints.py --include_dir <path to downloaded dataset> --save_dir <path to save dir> --dataset <include/include50>
  • Run runner.py to train a machine learning model on the dataset
>> python runner.py --dataset <include/include50> --use_augs --model transformer --data_dir <location to saved keypoints>
  • Use the --use_pretrained flag to either perform only inference using pretrained model or resume training with the pretrained model.
>> python runner.py --dataset <include/include50> --use_augs --model transformer --data_dir <location to saved keypoints> --use_pretrained <evaluate/resume_training>
  • To get predictions for videos from a pretrained model, run the following command.
>> python evaluate.py --data_dir <dir with videos>